45_MASTERY_TELEMETRY_AND_REMEDIATION.md

45 - Mastery Telemetry and Remediation (Never Drift, Always Improve)

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Sustained mastery is a measurement and correction loop.

Telemetry framework

Track at minimum:

• build reliability rate
• test quality trend
• defect escape rate
• performance regression trend
• incident recovery speed
• communication clarity score

Quarterly loop

1. Collect evidence from all projects and assessments.
2. Score each competency category.
3. Flag weak zones below threshold.
4. Assign focused remediation sprints.
5. Re-test and close only with evidence.

Threshold model

• Green: 90 to 100
• Yellow: 75 to 89
• Red: below 75

No category can remain red for two consecutive quarters.

Integration with this repository

• Use 33_WEEKLY_REVIEW_TEMPLATE.md weekly.
• Use 34_FAILURE_RECOVERY_ATLAS.md when stalled.
• Use 37_QUARTERLY_EXAMS_AND_DEFENSES.md for formal reassessment.

Primary Sources

• pytest docs
• Ruff docs
• Black docs
• Python logging HOWTO

Optional Resources

• Real Python

Next

Next: 46_ACCESSIBILITY_AND_LEARNING_PROFILE_PLAYBOOK.md →